Statistical inference and multiple testing correction in classification-based multi-voxel pattern analysis (MVPA): Random permutations and cluster size control

No abstract is available for this paper.

• Publication year

  2011

• Venue

  NeuroImage

• Publication date

  2011-11-01

• Fields of study

  Mathematics, Computer Science, Medicine

• Identifiers
  DOI 10.1016/j.neuroimage.2012.09.063PMID 23041526
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• LIBSVM: A library for support vector machines

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• Cortical surface-based searchlight decoding

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• Direction-Sensitive Codes for Observed Head Turns in Human Superior Temporal Sulcus

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  2009cited by this paper
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